dbt-Analytics-Engineering Exam Duration & dbt-Analytics-Engineering Related Content

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

SectionWeightObjectives
Deployment and Orchestration15%- CI/CD with dbt Cloud
- Git version control integration
- Jobs and scheduling in dbt Cloud
- Environments (dev, staging, prod)
Models25%- Materializations (table, view, ephemeral, incremental)
- Writing and managing SQL models
- Snapshots
- Sources and references
- Seeds
Testing and Documentation20%- Schema tests (unique, not_null, accepted_values, relationships)
- Documentation generation
- dbt docs and DAG visualization
- Custom data tests
Data Transformation Techniques25%- Refactoring and incremental models
- Jinja templating
- Common table expressions and subqueries
- Macros and packages
dbt Fundamentals15%- dbt Core vs dbt Cloud
- dbt project structure
- dbt workflow and best practices

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q268-Q273):

NEW QUESTION # 268
(Multiple Select)

Answer: C,D

Explanation:
Reporting needs and data freshness requirements directly shape model design. Consistency (D) is important, but secondary to functional requirements- The number of active users is more relevant to database sizing


NEW QUESTION # 269
You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.

Answer: D

Explanation:
The correct answer is A: dbt test --select "orders" --indirect-selection=empty".
In dbt, the --indirect-selection flag controls how dbt handles indirectly related resources during selection, such as tests whose parent models may or may not be selected. By default, dbt may include related resources depending on the selection behavior.
indirect-selection=empty is the strictest form of selection. It means that dbt will not run tests whose parent models are not explicitly selected, even if the tests are indirectly related. This prevents executing tests on models that you did not intend to build or include in your workflow, ensuring test execution is tightly scoped.
Other options behave differently:
* Option B (no indirect-selection flag) uses dbt's default behavior, which does include related tests, meaning tests could run even when their parent models were not selected.
* Option C: buildable includes resources that can be built (e.g., when downstream dependencies require them).
* Option D: cautious runs tests if their parents are selected transitively through dependencies.
Therefore, to prevent tests from running when parent models are unselected, you must use --indirect- selection=empty, making A the correct choice.


NEW QUESTION # 270
(Multiple Select)

Answer: A,C

Explanation:
model-paths and test-paths specify project directory structures- Options C would be within a model configuration, and D could be in a profile.


NEW QUESTION # 271
(Multiple Select)

Answer: A,B

Explanation:
Linters improve code hygiene, and schema tests proactively validate assumptions about model dependencies. 'Defer' helps with logic errors, and freshness checks are for source health.


NEW QUESTION # 272
The dataset you work with contains personally identifiable information (PII). Which types of additional tooling might be necessary for your project beyond a core dbt implementation?

Answer: C,D

Explanation:
Data masking/tokenization protects sensitive data, and access governance/auditing ensures compliance when handling PII, which are distinct challenges from the core dbt workflow.


NEW QUESTION # 273
......

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